Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 119390 |
| Missing cells | 129425 |
| Missing cells (%) | 3.4% |
| Duplicate rows | 8171 |
| Duplicate rows (%) | 6.8% |
| Total size in memory | 29.1 MiB |
| Average record size in memory | 256.0 B |
Variable types
| Categorical | 16 |
|---|---|
| Numeric | 14 |
| Text | 1 |
| DateTime | 1 |
| Dataset has 8171 (6.8%) duplicate rows | Duplicates |
agent is highly overall correlated with hotel | High correlation |
arrival_date_month is highly overall correlated with arrival_date_week_number | High correlation |
arrival_date_week_number is highly overall correlated with arrival_date_month | High correlation |
assigned_room_type is highly overall correlated with reserved_room_type | High correlation |
distribution_channel is highly overall correlated with market_segment | High correlation |
hotel is highly overall correlated with agent | High correlation |
is_canceled is highly overall correlated with reservation_status | High correlation |
market_segment is highly overall correlated with distribution_channel | High correlation |
reservation_status is highly overall correlated with is_canceled | High correlation |
reserved_room_type is highly overall correlated with assigned_room_type | High correlation |
children is highly imbalanced (80.7%) | Imbalance |
babies is highly imbalanced (97.2%) | Imbalance |
meal is highly imbalanced (53.5%) | Imbalance |
distribution_channel is highly imbalanced (63.2%) | Imbalance |
is_repeated_guest is highly imbalanced (79.6%) | Imbalance |
reserved_room_type is highly imbalanced (58.3%) | Imbalance |
assigned_room_type is highly imbalanced (51.4%) | Imbalance |
deposit_type is highly imbalanced (65.3%) | Imbalance |
customer_type is highly imbalanced (50.6%) | Imbalance |
required_car_parking_spaces is highly imbalanced (85.4%) | Imbalance |
agent has 16340 (13.7%) missing values | Missing |
company has 112593 (94.3%) missing values | Missing |
previous_cancellations is highly skewed (γ1 = 24.45804872) | Skewed |
previous_bookings_not_canceled is highly skewed (γ1 = 23.53979995) | Skewed |
lead_time has 6345 (5.3%) zeros | Zeros |
stays_in_weekend_nights has 51998 (43.6%) zeros | Zeros |
stays_in_week_nights has 7645 (6.4%) zeros | Zeros |
previous_cancellations has 112906 (94.6%) zeros | Zeros |
previous_bookings_not_canceled has 115770 (97.0%) zeros | Zeros |
booking_changes has 101314 (84.9%) zeros | Zeros |
days_in_waiting_list has 115692 (96.9%) zeros | Zeros |
adr has 1959 (1.6%) zeros | Zeros |
total_of_special_requests has 70318 (58.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-09 13:21:27.666989 |
|---|---|
| Analysis finished | 2024-12-09 13:22:13.769250 |
| Duration | 46.1 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
hotel
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| City Hotel | |
|---|---|
| Resort Hotel |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 10.671078 |
| Min length | 10 |
Characters and Unicode
| Total characters | 1274020 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Resort Hotel |
|---|---|
| 2nd row | Resort Hotel |
| 3rd row | Resort Hotel |
| 4th row | Resort Hotel |
| 5th row | Resort Hotel |
Common Values
| Value | Count | Frequency (%) |
| City Hotel | 79330 | |
| Resort Hotel | 40060 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| hotel | 119390 | |
| city | 79330 | |
| resort | 40060 | 16.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 238780 | |
| o | 159450 | |
| e | 159450 | |
| 119390 | ||
| H | 119390 | |
| l | 119390 | |
| C | 79330 | 6.2% |
| i | 79330 | 6.2% |
| y | 79330 | 6.2% |
| R | 40060 | 3.1% |
| Other values (2) | 80120 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1274020 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 238780 | |
| o | 159450 | |
| e | 159450 | |
| 119390 | ||
| H | 119390 | |
| l | 119390 | |
| C | 79330 | 6.2% |
| i | 79330 | 6.2% |
| y | 79330 | 6.2% |
| R | 40060 | 3.1% |
| Other values (2) | 80120 | 6.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1274020 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 238780 | |
| o | 159450 | |
| e | 159450 | |
| 119390 | ||
| H | 119390 | |
| l | 119390 | |
| C | 79330 | 6.2% |
| i | 79330 | 6.2% |
| y | 79330 | 6.2% |
| R | 40060 | 3.1% |
| Other values (2) | 80120 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1274020 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 238780 | |
| o | 159450 | |
| e | 159450 | |
| 119390 | ||
| H | 119390 | |
| l | 119390 | |
| C | 79330 | 6.2% |
| i | 79330 | 6.2% |
| y | 79330 | 6.2% |
| R | 40060 | 3.1% |
| Other values (2) | 80120 | 6.3% |
is_canceled
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119390 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 75166 | |
| 1 | 44224 |
lead_time
Real number (ℝ)
ZEROS
| Distinct | 479 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.01142 |
| Minimum | 0 |
|---|---|
| Maximum | 737 |
| Zeros | 6345 |
| Zeros (%) | 5.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 18 |
| median | 69 |
| Q3 | 160 |
| 95-th percentile | 320 |
| Maximum | 737 |
| Range | 737 |
| Interquartile range (IQR) | 142 |
Descriptive statistics
| Standard deviation | 106.8631 |
|---|---|
| Coefficient of variation (CV) | 1.027417 |
| Kurtosis | 1.6964488 |
| Mean | 104.01142 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 1.3465499 |
| Sum | 12417923 |
| Variance | 11419.722 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6345 | 5.3% |
| 1 | 3460 | 2.9% |
| 2 | 2069 | 1.7% |
| 3 | 1816 | 1.5% |
| 4 | 1715 | 1.4% |
| 5 | 1565 | 1.3% |
| 6 | 1445 | 1.2% |
| 7 | 1331 | 1.1% |
| 8 | 1138 | 1.0% |
| 12 | 1079 | 0.9% |
| Other values (469) | 97427 |
| Value | Count | Frequency (%) |
| 0 | 6345 | |
| 1 | 3460 | |
| 2 | 2069 | 1.7% |
| 3 | 1816 | 1.5% |
| 4 | 1715 | 1.4% |
| 5 | 1565 | 1.3% |
| 6 | 1445 | 1.2% |
| 7 | 1331 | 1.1% |
| 8 | 1138 | 1.0% |
| 9 | 992 | 0.8% |
| Value | Count | Frequency (%) |
| 737 | 1 | < 0.1% |
| 709 | 1 | < 0.1% |
| 629 | 17 | |
| 626 | 30 | |
| 622 | 17 | |
| 615 | 17 | |
| 608 | 17 | |
| 605 | 30 | |
| 601 | 17 | |
| 594 | 17 |
arrival_date_year
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| 2016 | |
|---|---|
| 2017 | |
| 2015 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 477560 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2015 |
|---|---|
| 2nd row | 2015 |
| 3rd row | 2015 |
| 4th row | 2015 |
| 5th row | 2015 |
Common Values
| Value | Count | Frequency (%) |
| 2016 | 56707 | |
| 2017 | 40687 | |
| 2015 | 21996 | 18.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2016 | 56707 | |
| 2017 | 40687 | |
| 2015 | 21996 | 18.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 119390 | |
| 0 | 119390 | |
| 1 | 119390 | |
| 6 | 56707 | |
| 7 | 40687 | 8.5% |
| 5 | 21996 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 477560 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 119390 | |
| 0 | 119390 | |
| 1 | 119390 | |
| 6 | 56707 | |
| 7 | 40687 | 8.5% |
| 5 | 21996 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 477560 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 119390 | |
| 0 | 119390 | |
| 1 | 119390 | |
| 6 | 56707 | |
| 7 | 40687 | 8.5% |
| 5 | 21996 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 477560 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 119390 | |
| 0 | 119390 | |
| 1 | 119390 | |
| 6 | 56707 | |
| 7 | 40687 | 8.5% |
| 5 | 21996 | 4.6% |
arrival_date_month
Categorical
HIGH CORRELATION
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| August | |
|---|---|
| July | |
| May | |
| October | |
| April | |
| Other values (7) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 5.9031828 |
| Min length | 3 |
Characters and Unicode
| Total characters | 704781 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | July |
|---|---|
| 2nd row | July |
| 3rd row | July |
| 4th row | July |
| 5th row | July |
Common Values
| Value | Count | Frequency (%) |
| August | 13877 | |
| July | 12661 | |
| May | 11791 | |
| October | 11160 | |
| April | 11089 | |
| June | 10939 | |
| September | 10508 | |
| March | 9794 | |
| February | 8068 | |
| November | 6794 | |
| Other values (2) | 12709 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| august | 13877 | |
| july | 12661 | |
| may | 11791 | |
| october | 11160 | |
| april | 11089 | |
| june | 10939 | |
| september | 10508 | |
| march | 9794 | |
| february | 8068 | |
| november | 6794 | |
| Other values (2) | 12709 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 95619 | |
| r | 78190 | 11.1% |
| u | 65351 | 9.3% |
| b | 43310 | 6.1% |
| a | 41511 | 5.9% |
| y | 38449 | 5.5% |
| t | 35545 | 5.0% |
| J | 29529 | 4.2% |
| c | 27734 | 3.9% |
| A | 24966 | 3.5% |
| Other values (16) | 224577 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 704781 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 95619 | |
| r | 78190 | 11.1% |
| u | 65351 | 9.3% |
| b | 43310 | 6.1% |
| a | 41511 | 5.9% |
| y | 38449 | 5.5% |
| t | 35545 | 5.0% |
| J | 29529 | 4.2% |
| c | 27734 | 3.9% |
| A | 24966 | 3.5% |
| Other values (16) | 224577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 704781 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 95619 | |
| r | 78190 | 11.1% |
| u | 65351 | 9.3% |
| b | 43310 | 6.1% |
| a | 41511 | 5.9% |
| y | 38449 | 5.5% |
| t | 35545 | 5.0% |
| J | 29529 | 4.2% |
| c | 27734 | 3.9% |
| A | 24966 | 3.5% |
| Other values (16) | 224577 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 704781 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 95619 | |
| r | 78190 | 11.1% |
| u | 65351 | 9.3% |
| b | 43310 | 6.1% |
| a | 41511 | 5.9% |
| y | 38449 | 5.5% |
| t | 35545 | 5.0% |
| J | 29529 | 4.2% |
| c | 27734 | 3.9% |
| A | 24966 | 3.5% |
| Other values (16) | 224577 |
arrival_date_week_number
Real number (ℝ)
HIGH CORRELATION
| Distinct | 53 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.165173 |
| Minimum | 1 |
|---|---|
| Maximum | 53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 28 |
| Q3 | 38 |
| 95-th percentile | 49 |
| Maximum | 53 |
| Range | 52 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 13.605138 |
|---|---|
| Coefficient of variation (CV) | 0.50083018 |
| Kurtosis | -0.98607718 |
| Mean | 27.165173 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -0.010014326 |
| Sum | 3243250 |
| Variance | 185.09979 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 33 | 3580 | 3.0% |
| 30 | 3087 | 2.6% |
| 32 | 3045 | 2.6% |
| 34 | 3040 | 2.5% |
| 18 | 2926 | 2.5% |
| 21 | 2854 | 2.4% |
| 28 | 2853 | 2.4% |
| 17 | 2805 | 2.3% |
| 20 | 2785 | 2.3% |
| 29 | 2763 | 2.3% |
| Other values (43) | 89652 |
| Value | Count | Frequency (%) |
| 1 | 1047 | |
| 2 | 1218 | |
| 3 | 1319 | |
| 4 | 1487 | |
| 5 | 1387 | |
| 6 | 1508 | |
| 7 | 2109 | |
| 8 | 2216 | |
| 9 | 2117 | |
| 10 | 2149 |
| Value | Count | Frequency (%) |
| 53 | 1816 | |
| 52 | 1195 | |
| 51 | 933 | |
| 50 | 1505 | |
| 49 | 1782 | |
| 48 | 1504 | |
| 47 | 1685 | |
| 46 | 1574 | |
| 45 | 1941 | |
| 44 | 2272 |
arrival_date_day_of_month
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.798241 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.7808295 |
|---|---|
| Coefficient of variation (CV) | 0.55581058 |
| Kurtosis | -1.1871683 |
| Mean | 15.798241 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.002000454 |
| Sum | 1886152 |
| Variance | 77.102966 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 17 | 4406 | 3.7% |
| 5 | 4317 | 3.6% |
| 15 | 4196 | 3.5% |
| 25 | 4160 | 3.5% |
| 26 | 4147 | 3.5% |
| 9 | 4096 | 3.4% |
| 12 | 4087 | 3.4% |
| 16 | 4078 | 3.4% |
| 2 | 4055 | 3.4% |
| 19 | 4052 | 3.4% |
| Other values (21) | 77796 |
| Value | Count | Frequency (%) |
| 1 | 3626 | |
| 2 | 4055 | |
| 3 | 3855 | |
| 4 | 3763 | |
| 5 | 4317 | |
| 6 | 3833 | |
| 7 | 3665 | |
| 8 | 3921 | |
| 9 | 4096 | |
| 10 | 3575 |
| Value | Count | Frequency (%) |
| 31 | 2208 | |
| 30 | 3853 | |
| 29 | 3580 | |
| 28 | 3946 | |
| 27 | 3802 | |
| 26 | 4147 | |
| 25 | 4160 | |
| 24 | 3993 | |
| 23 | 3616 | |
| 22 | 3596 |
stays_in_weekend_nights
Real number (ℝ)
ZEROS
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.92759863 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 51998 |
| Zeros (%) | 43.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 0.99861349 |
|---|---|
| Coefficient of variation (CV) | 1.0765578 |
| Kurtosis | 7.1740661 |
| Mean | 0.92759863 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3800464 |
| Sum | 110746 |
| Variance | 0.99722891 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 51998 | |
| 2 | 33308 | |
| 1 | 30626 | |
| 4 | 1855 | 1.6% |
| 3 | 1259 | 1.1% |
| 6 | 153 | 0.1% |
| 5 | 79 | 0.1% |
| 8 | 60 | 0.1% |
| 7 | 19 | < 0.1% |
| 9 | 11 | < 0.1% |
| Other values (7) | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 51998 | |
| 1 | 30626 | |
| 2 | 33308 | |
| 3 | 1259 | 1.1% |
| 4 | 1855 | 1.6% |
| 5 | 79 | 0.1% |
| 6 | 153 | 0.1% |
| 7 | 19 | < 0.1% |
| 8 | 60 | 0.1% |
| 9 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 16 | 3 | < 0.1% |
| 14 | 2 | < 0.1% |
| 13 | 3 | < 0.1% |
| 12 | 5 | < 0.1% |
| 10 | 7 | < 0.1% |
| 9 | 11 | < 0.1% |
| 8 | 60 | |
| 7 | 19 | < 0.1% |
stays_in_week_nights
Real number (ℝ)
ZEROS
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5003015 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 7645 |
| Zeros (%) | 6.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.9082856 |
|---|---|
| Coefficient of variation (CV) | 0.76322219 |
| Kurtosis | 24.284555 |
| Mean | 2.5003015 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.8622492 |
| Sum | 298511 |
| Variance | 3.641554 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 2 | 33684 | |
| 1 | 30310 | |
| 3 | 22258 | |
| 5 | 11077 | 9.3% |
| 4 | 9563 | 8.0% |
| 0 | 7645 | 6.4% |
| 6 | 1499 | 1.3% |
| 10 | 1036 | 0.9% |
| 7 | 1029 | 0.9% |
| 8 | 656 | 0.5% |
| Other values (25) | 633 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 7645 | 6.4% |
| 1 | 30310 | |
| 2 | 33684 | |
| 3 | 22258 | |
| 4 | 9563 | 8.0% |
| 5 | 11077 | 9.3% |
| 6 | 1499 | 1.3% |
| 7 | 1029 | 0.9% |
| 8 | 656 | 0.5% |
| 9 | 231 | 0.2% |
| Value | Count | Frequency (%) |
| 50 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 2 | < 0.1% |
| 35 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 30 | 5 | |
| 26 | 1 | < 0.1% |
adults
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8564034 |
| Minimum | 0 |
|---|---|
| Maximum | 55 |
| Zeros | 403 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 55 |
| Range | 55 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.579261 |
|---|---|
| Coefficient of variation (CV) | 0.31203401 |
| Kurtosis | 1352.1151 |
| Mean | 1.8564034 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.317805 |
| Sum | 221636 |
| Variance | 0.3355433 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 2 | 89680 | |
| 1 | 23027 | 19.3% |
| 3 | 6202 | 5.2% |
| 0 | 403 | 0.3% |
| 4 | 62 | 0.1% |
| 26 | 5 | < 0.1% |
| 27 | 2 | < 0.1% |
| 20 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| 40 | 1 | < 0.1% |
| Other values (4) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 403 | 0.3% |
| 1 | 23027 | 19.3% |
| 2 | 89680 | |
| 3 | 6202 | 5.2% |
| 4 | 62 | 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 20 | 2 | < 0.1% |
| 26 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 55 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 27 | 2 | < 0.1% |
| 26 | 5 | < 0.1% |
| 20 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 2 | < 0.1% |
| 4 | 62 |
children
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4 |
| Missing (%) | < 0.1% |
| Memory size | 932.9 KiB |
| 0.0 | |
|---|---|
| 1.0 | 4861 |
| 2.0 | 3652 |
| 3.0 | 76 |
| 10.0 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0000084 |
| Min length | 3 |
Characters and Unicode
| Total characters | 358159 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 110796 | |
| 1.0 | 4861 | 4.1% |
| 2.0 | 3652 | 3.1% |
| 3.0 | 76 | 0.1% |
| 10.0 | 1 | < 0.1% |
| (Missing) | 4 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 110796 | |
| 1.0 | 4861 | 4.1% |
| 2.0 | 3652 | 3.1% |
| 3.0 | 76 | 0.1% |
| 10.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 230183 | |
| . | 119386 | |
| 1 | 4862 | 1.4% |
| 2 | 3652 | 1.0% |
| 3 | 76 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 358159 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 230183 | |
| . | 119386 | |
| 1 | 4862 | 1.4% |
| 2 | 3652 | 1.0% |
| 3 | 76 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 358159 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 230183 | |
| . | 119386 | |
| 1 | 4862 | 1.4% |
| 2 | 3652 | 1.0% |
| 3 | 76 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 358159 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 230183 | |
| . | 119386 | |
| 1 | 4862 | 1.4% |
| 2 | 3652 | 1.0% |
| 3 | 76 | < 0.1% |
babies
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| 0 | |
|---|---|
| 1 | 900 |
| 2 | 15 |
| 10 | 1 |
| 9 | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.0000084 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119391 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 118473 | |
| 1 | 900 | 0.8% |
| 2 | 15 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 118473 | |
| 1 | 900 | 0.8% |
| 2 | 15 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 118474 | |
| 1 | 901 | 0.8% |
| 2 | 15 | < 0.1% |
| 9 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 119391 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 118474 | |
| 1 | 901 | 0.8% |
| 2 | 15 | < 0.1% |
| 9 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 119391 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 118474 | |
| 1 | 901 | 0.8% |
| 2 | 15 | < 0.1% |
| 9 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 119391 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 118474 | |
| 1 | 901 | 0.8% |
| 2 | 15 | < 0.1% |
| 9 | 1 | < 0.1% |
meal
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| BB | |
|---|---|
| HB | |
| SC | |
| Undefined | 1169 |
| FB | 798 |
Length
| Max length | 9 |
|---|---|
| Median length | 2 |
| Mean length | 2.0685401 |
| Min length | 2 |
Characters and Unicode
| Total characters | 246963 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BB |
|---|---|
| 2nd row | BB |
| 3rd row | BB |
| 4th row | BB |
| 5th row | BB |
Common Values
| Value | Count | Frequency (%) |
| BB | 92310 | |
| HB | 14463 | 12.1% |
| SC | 10650 | 8.9% |
| Undefined | 1169 | 1.0% |
| FB | 798 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| bb | 92310 | |
| hb | 14463 | 12.1% |
| sc | 10650 | 8.9% |
| undefined | 1169 | 1.0% |
| fb | 798 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 199881 | |
| H | 14463 | 5.9% |
| S | 10650 | 4.3% |
| C | 10650 | 4.3% |
| n | 2338 | 0.9% |
| d | 2338 | 0.9% |
| e | 2338 | 0.9% |
| U | 1169 | 0.5% |
| f | 1169 | 0.5% |
| i | 1169 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 246963 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 199881 | |
| H | 14463 | 5.9% |
| S | 10650 | 4.3% |
| C | 10650 | 4.3% |
| n | 2338 | 0.9% |
| d | 2338 | 0.9% |
| e | 2338 | 0.9% |
| U | 1169 | 0.5% |
| f | 1169 | 0.5% |
| i | 1169 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 246963 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 199881 | |
| H | 14463 | 5.9% |
| S | 10650 | 4.3% |
| C | 10650 | 4.3% |
| n | 2338 | 0.9% |
| d | 2338 | 0.9% |
| e | 2338 | 0.9% |
| U | 1169 | 0.5% |
| f | 1169 | 0.5% |
| i | 1169 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 246963 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 199881 | |
| H | 14463 | 5.9% |
| S | 10650 | 4.3% |
| C | 10650 | 4.3% |
| n | 2338 | 0.9% |
| d | 2338 | 0.9% |
| e | 2338 | 0.9% |
| U | 1169 | 0.5% |
| f | 1169 | 0.5% |
| i | 1169 | 0.5% |
country
Text
| Distinct | 177 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 488 |
| Missing (%) | 0.4% |
| Memory size | 932.9 KiB |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.9892432 |
| Min length | 2 |
Characters and Unicode
| Total characters | 355427 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 30 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | PRT |
|---|---|
| 2nd row | PRT |
| 3rd row | GBR |
| 4th row | GBR |
| 5th row | GBR |
| Value | Count | Frequency (%) |
| prt | 48590 | |
| gbr | 12129 | 10.2% |
| fra | 10415 | 8.8% |
| esp | 8568 | 7.2% |
| deu | 7287 | 6.1% |
| ita | 3766 | 3.2% |
| irl | 3375 | 2.8% |
| bel | 2342 | 2.0% |
| bra | 2224 | 1.9% |
| nld | 2104 | 1.8% |
| Other values (167) | 18102 | 15.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 80804 | |
| P | 58506 | |
| T | 54263 | |
| A | 21627 | 6.1% |
| E | 21538 | 6.1% |
| B | 17051 | 4.8% |
| S | 13931 | 3.9% |
| U | 13293 | 3.7% |
| G | 13130 | 3.7% |
| F | 10956 | 3.1% |
| Other values (16) | 50328 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 355427 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 80804 | |
| P | 58506 | |
| T | 54263 | |
| A | 21627 | 6.1% |
| E | 21538 | 6.1% |
| B | 17051 | 4.8% |
| S | 13931 | 3.9% |
| U | 13293 | 3.7% |
| G | 13130 | 3.7% |
| F | 10956 | 3.1% |
| Other values (16) | 50328 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 355427 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 80804 | |
| P | 58506 | |
| T | 54263 | |
| A | 21627 | 6.1% |
| E | 21538 | 6.1% |
| B | 17051 | 4.8% |
| S | 13931 | 3.9% |
| U | 13293 | 3.7% |
| G | 13130 | 3.7% |
| F | 10956 | 3.1% |
| Other values (16) | 50328 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 355427 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 80804 | |
| P | 58506 | |
| T | 54263 | |
| A | 21627 | 6.1% |
| E | 21538 | 6.1% |
| B | 17051 | 4.8% |
| S | 13931 | 3.9% |
| U | 13293 | 3.7% |
| G | 13130 | 3.7% |
| F | 10956 | 3.1% |
| Other values (16) | 50328 |
market_segment
Categorical
HIGH CORRELATION
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| Online TA | |
|---|---|
| Offline TA/TO | |
| Groups | |
| Direct | |
| Corporate | 5295 |
| Other values (3) | 982 |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 9.0197671 |
| Min length | 6 |
Characters and Unicode
| Total characters | 1076870 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Direct |
|---|---|
| 2nd row | Direct |
| 3rd row | Direct |
| 4th row | Corporate |
| 5th row | Online TA |
Common Values
| Value | Count | Frequency (%) |
| Online TA | 56477 | |
| Offline TA/TO | 24219 | |
| Groups | 19811 | 16.6% |
| Direct | 12606 | 10.6% |
| Corporate | 5295 | 4.4% |
| Complementary | 743 | 0.6% |
| Aviation | 237 | 0.2% |
| Undefined | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| online | 56477 | |
| ta | 56477 | |
| offline | 24219 | |
| ta/to | 24219 | |
| groups | 19811 | 9.9% |
| direct | 12606 | 6.3% |
| corporate | 5295 | 2.6% |
| complementary | 743 | 0.4% |
| aviation | 237 | 0.1% |
| undefined | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 138157 | |
| O | 104915 | |
| T | 104915 | |
| e | 100087 | |
| i | 93778 | |
| l | 81439 | |
| A | 80933 | |
| 80696 | ||
| f | 48440 | 4.5% |
| r | 43750 | 4.1% |
| Other values (16) | 199760 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1076870 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 138157 | |
| O | 104915 | |
| T | 104915 | |
| e | 100087 | |
| i | 93778 | |
| l | 81439 | |
| A | 80933 | |
| 80696 | ||
| f | 48440 | 4.5% |
| r | 43750 | 4.1% |
| Other values (16) | 199760 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1076870 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 138157 | |
| O | 104915 | |
| T | 104915 | |
| e | 100087 | |
| i | 93778 | |
| l | 81439 | |
| A | 80933 | |
| 80696 | ||
| f | 48440 | 4.5% |
| r | 43750 | 4.1% |
| Other values (16) | 199760 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1076870 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 138157 | |
| O | 104915 | |
| T | 104915 | |
| e | 100087 | |
| i | 93778 | |
| l | 81439 | |
| A | 80933 | |
| 80696 | ||
| f | 48440 | 4.5% |
| r | 43750 | 4.1% |
| Other values (16) | 199760 |
distribution_channel
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| TA/TO | |
|---|---|
| Direct | |
| Corporate | 6677 |
| GDS | 193 |
| Undefined | 5 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.3433035 |
| Min length | 3 |
Characters and Unicode
| Total characters | 637937 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Direct |
|---|---|
| 2nd row | Direct |
| 3rd row | Direct |
| 4th row | Corporate |
| 5th row | TA/TO |
Common Values
| Value | Count | Frequency (%) |
| TA/TO | 97870 | |
| Direct | 14645 | 12.3% |
| Corporate | 6677 | 5.6% |
| GDS | 193 | 0.2% |
| Undefined | 5 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta/to | 97870 | |
| direct | 14645 | 12.3% |
| corporate | 6677 | 5.6% |
| gds | 193 | 0.2% |
| undefined | 5 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 195740 | |
| / | 97870 | |
| O | 97870 | |
| A | 97870 | |
| r | 27999 | 4.4% |
| e | 21332 | 3.3% |
| t | 21322 | 3.3% |
| D | 14838 | 2.3% |
| i | 14650 | 2.3% |
| c | 14645 | 2.3% |
| Other values (10) | 33801 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 637937 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 195740 | |
| / | 97870 | |
| O | 97870 | |
| A | 97870 | |
| r | 27999 | 4.4% |
| e | 21332 | 3.3% |
| t | 21322 | 3.3% |
| D | 14838 | 2.3% |
| i | 14650 | 2.3% |
| c | 14645 | 2.3% |
| Other values (10) | 33801 | 5.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 637937 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 195740 | |
| / | 97870 | |
| O | 97870 | |
| A | 97870 | |
| r | 27999 | 4.4% |
| e | 21332 | 3.3% |
| t | 21322 | 3.3% |
| D | 14838 | 2.3% |
| i | 14650 | 2.3% |
| c | 14645 | 2.3% |
| Other values (10) | 33801 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 637937 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 195740 | |
| / | 97870 | |
| O | 97870 | |
| A | 97870 | |
| r | 27999 | 4.4% |
| e | 21332 | 3.3% |
| t | 21322 | 3.3% |
| D | 14838 | 2.3% |
| i | 14650 | 2.3% |
| c | 14645 | 2.3% |
| Other values (10) | 33801 | 5.3% |
is_repeated_guest
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| 0 | |
|---|---|
| 1 | 3810 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119390 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 115580 | |
| 1 | 3810 | 3.2% |
previous_cancellations
Real number (ℝ)
SKEWED ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.087117849 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 112906 |
| Zeros (%) | 94.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.84433638 |
|---|---|
| Coefficient of variation (CV) | 9.6918874 |
| Kurtosis | 674.07369 |
| Mean | 0.087117849 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.458049 |
| Sum | 10401 |
| Variance | 0.71290393 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0 | 112906 | |
| 1 | 6051 | 5.1% |
| 2 | 116 | 0.1% |
| 3 | 65 | 0.1% |
| 24 | 48 | < 0.1% |
| 11 | 35 | < 0.1% |
| 4 | 31 | < 0.1% |
| 26 | 26 | < 0.1% |
| 25 | 25 | < 0.1% |
| 6 | 22 | < 0.1% |
| Other values (5) | 65 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 112906 | |
| 1 | 6051 | 5.1% |
| 2 | 116 | 0.1% |
| 3 | 65 | 0.1% |
| 4 | 31 | < 0.1% |
| 5 | 19 | < 0.1% |
| 6 | 22 | < 0.1% |
| 11 | 35 | < 0.1% |
| 13 | 12 | < 0.1% |
| 14 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 26 | 26 | |
| 25 | 25 | |
| 24 | 48 | |
| 21 | 1 | < 0.1% |
| 19 | 19 | < 0.1% |
| 14 | 14 | < 0.1% |
| 13 | 12 | < 0.1% |
| 11 | 35 | |
| 6 | 22 | |
| 5 | 19 | < 0.1% |
previous_bookings_not_canceled
Real number (ℝ)
SKEWED ZEROS
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13709691 |
| Minimum | 0 |
|---|---|
| Maximum | 72 |
| Zeros | 115770 |
| Zeros (%) | 97.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.4974368 |
|---|---|
| Coefficient of variation (CV) | 10.92247 |
| Kurtosis | 767.24521 |
| Mean | 0.13709691 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.5398 |
| Sum | 16368 |
| Variance | 2.2423171 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 115770 | |
| 1 | 1542 | 1.3% |
| 2 | 580 | 0.5% |
| 3 | 333 | 0.3% |
| 4 | 229 | 0.2% |
| 5 | 181 | 0.2% |
| 6 | 115 | 0.1% |
| 7 | 88 | 0.1% |
| 8 | 70 | 0.1% |
| 9 | 60 | 0.1% |
| Other values (63) | 422 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 115770 | |
| 1 | 1542 | 1.3% |
| 2 | 580 | 0.5% |
| 3 | 333 | 0.3% |
| 4 | 229 | 0.2% |
| 5 | 181 | 0.2% |
| 6 | 115 | 0.1% |
| 7 | 88 | 0.1% |
| 8 | 70 | 0.1% |
| 9 | 60 | 0.1% |
| Value | Count | Frequency (%) |
| 72 | 1 | |
| 71 | 1 | |
| 70 | 1 | |
| 69 | 1 | |
| 68 | 1 | |
| 67 | 1 | |
| 66 | 1 | |
| 65 | 1 | |
| 64 | 1 | |
| 63 | 1 |
reserved_room_type
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| A | |
|---|---|
| D | |
| E | 6535 |
| F | 2897 |
| G | 2094 |
| Other values (5) | 2669 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119390 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | A |
| 4th row | A |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| A | 85994 | |
| D | 19201 | 16.1% |
| E | 6535 | 5.5% |
| F | 2897 | 2.4% |
| G | 2094 | 1.8% |
| B | 1118 | 0.9% |
| C | 932 | 0.8% |
| H | 601 | 0.5% |
| P | 12 | < 0.1% |
| L | 6 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| a | 85994 | |
| d | 19201 | 16.1% |
| e | 6535 | 5.5% |
| f | 2897 | 2.4% |
| g | 2094 | 1.8% |
| b | 1118 | 0.9% |
| c | 932 | 0.8% |
| h | 601 | 0.5% |
| p | 12 | < 0.1% |
| l | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 85994 | |
| D | 19201 | 16.1% |
| E | 6535 | 5.5% |
| F | 2897 | 2.4% |
| G | 2094 | 1.8% |
| B | 1118 | 0.9% |
| C | 932 | 0.8% |
| H | 601 | 0.5% |
| P | 12 | < 0.1% |
| L | 6 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 85994 | |
| D | 19201 | 16.1% |
| E | 6535 | 5.5% |
| F | 2897 | 2.4% |
| G | 2094 | 1.8% |
| B | 1118 | 0.9% |
| C | 932 | 0.8% |
| H | 601 | 0.5% |
| P | 12 | < 0.1% |
| L | 6 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 85994 | |
| D | 19201 | 16.1% |
| E | 6535 | 5.5% |
| F | 2897 | 2.4% |
| G | 2094 | 1.8% |
| B | 1118 | 0.9% |
| C | 932 | 0.8% |
| H | 601 | 0.5% |
| P | 12 | < 0.1% |
| L | 6 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 85994 | |
| D | 19201 | 16.1% |
| E | 6535 | 5.5% |
| F | 2897 | 2.4% |
| G | 2094 | 1.8% |
| B | 1118 | 0.9% |
| C | 932 | 0.8% |
| H | 601 | 0.5% |
| P | 12 | < 0.1% |
| L | 6 | < 0.1% |
assigned_room_type
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| A | |
|---|---|
| D | |
| E | |
| F | 3751 |
| G | 2553 |
| Other values (7) | 5905 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119390 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | A |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| A | 74053 | |
| D | 25322 | 21.2% |
| E | 7806 | 6.5% |
| F | 3751 | 3.1% |
| G | 2553 | 2.1% |
| C | 2375 | 2.0% |
| B | 2163 | 1.8% |
| H | 712 | 0.6% |
| I | 363 | 0.3% |
| K | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| a | 74053 | |
| d | 25322 | 21.2% |
| e | 7806 | 6.5% |
| f | 3751 | 3.1% |
| g | 2553 | 2.1% |
| c | 2375 | 2.0% |
| b | 2163 | 1.8% |
| h | 712 | 0.6% |
| i | 363 | 0.3% |
| k | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 74053 | |
| D | 25322 | 21.2% |
| E | 7806 | 6.5% |
| F | 3751 | 3.1% |
| G | 2553 | 2.1% |
| C | 2375 | 2.0% |
| B | 2163 | 1.8% |
| H | 712 | 0.6% |
| I | 363 | 0.3% |
| K | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 74053 | |
| D | 25322 | 21.2% |
| E | 7806 | 6.5% |
| F | 3751 | 3.1% |
| G | 2553 | 2.1% |
| C | 2375 | 2.0% |
| B | 2163 | 1.8% |
| H | 712 | 0.6% |
| I | 363 | 0.3% |
| K | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 74053 | |
| D | 25322 | 21.2% |
| E | 7806 | 6.5% |
| F | 3751 | 3.1% |
| G | 2553 | 2.1% |
| C | 2375 | 2.0% |
| B | 2163 | 1.8% |
| H | 712 | 0.6% |
| I | 363 | 0.3% |
| K | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 74053 | |
| D | 25322 | 21.2% |
| E | 7806 | 6.5% |
| F | 3751 | 3.1% |
| G | 2553 | 2.1% |
| C | 2375 | 2.0% |
| B | 2163 | 1.8% |
| H | 712 | 0.6% |
| I | 363 | 0.3% |
| K | 279 | 0.2% |
| Other values (2) | 13 | < 0.1% |
booking_changes
Real number (ℝ)
ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22112405 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 101314 |
| Zeros (%) | 84.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.65230557 |
|---|---|
| Coefficient of variation (CV) | 2.9499531 |
| Kurtosis | 79.393605 |
| Mean | 0.22112405 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.0002701 |
| Sum | 26400 |
| Variance | 0.42550256 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 101314 | |
| 1 | 12701 | 10.6% |
| 2 | 3805 | 3.2% |
| 3 | 927 | 0.8% |
| 4 | 376 | 0.3% |
| 5 | 118 | 0.1% |
| 6 | 63 | 0.1% |
| 7 | 31 | < 0.1% |
| 8 | 17 | < 0.1% |
| 9 | 8 | < 0.1% |
| Other values (11) | 30 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 101314 | |
| 1 | 12701 | 10.6% |
| 2 | 3805 | 3.2% |
| 3 | 927 | 0.8% |
| 4 | 376 | 0.3% |
| 5 | 118 | 0.1% |
| 6 | 63 | 0.1% |
| 7 | 31 | < 0.1% |
| 8 | 17 | < 0.1% |
| 9 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 2 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 3 | |
| 14 | 5 | |
| 13 | 5 | |
| 12 | 2 | < 0.1% |
| 11 | 2 | < 0.1% |
deposit_type
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| No Deposit | |
|---|---|
| Non Refund | |
| Refundable | 162 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 1193900 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No Deposit |
|---|---|
| 2nd row | No Deposit |
| 3rd row | No Deposit |
| 4th row | No Deposit |
| 5th row | No Deposit |
Common Values
| Value | Count | Frequency (%) |
| No Deposit | 104641 | |
| Non Refund | 14587 | 12.2% |
| Refundable | 162 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 104641 | |
| deposit | 104641 | |
| non | 14587 | 6.1% |
| refund | 14587 | 6.1% |
| refundable | 162 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 223869 | |
| e | 119552 | |
| N | 119228 | |
| 119228 | ||
| s | 104641 | |
| i | 104641 | |
| t | 104641 | |
| p | 104641 | |
| D | 104641 | |
| n | 29336 | 2.5% |
| Other values (7) | 59482 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1193900 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 223869 | |
| e | 119552 | |
| N | 119228 | |
| 119228 | ||
| s | 104641 | |
| i | 104641 | |
| t | 104641 | |
| p | 104641 | |
| D | 104641 | |
| n | 29336 | 2.5% |
| Other values (7) | 59482 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1193900 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 223869 | |
| e | 119552 | |
| N | 119228 | |
| 119228 | ||
| s | 104641 | |
| i | 104641 | |
| t | 104641 | |
| p | 104641 | |
| D | 104641 | |
| n | 29336 | 2.5% |
| Other values (7) | 59482 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1193900 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 223869 | |
| e | 119552 | |
| N | 119228 | |
| 119228 | ||
| s | 104641 | |
| i | 104641 | |
| t | 104641 | |
| p | 104641 | |
| D | 104641 | |
| n | 29336 | 2.5% |
| Other values (7) | 59482 | 5.0% |
agent
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 333 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 16340 |
| Missing (%) | 13.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.693382 |
| Minimum | 1 |
|---|---|
| Maximum | 535 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 14 |
| Q3 | 229 |
| 95-th percentile | 250 |
| Maximum | 535 |
| Range | 534 |
| Interquartile range (IQR) | 220 |
Descriptive statistics
| Standard deviation | 110.77455 |
|---|---|
| Coefficient of variation (CV) | 1.277774 |
| Kurtosis | -0.0071795649 |
| Mean | 86.693382 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 1.0893856 |
| Sum | 8933753 |
| Variance | 12271 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9 | 31961 | |
| 240 | 13922 | |
| 1 | 7191 | 6.0% |
| 14 | 3640 | 3.0% |
| 7 | 3539 | 3.0% |
| 6 | 3290 | 2.8% |
| 250 | 2870 | 2.4% |
| 241 | 1721 | 1.4% |
| 28 | 1666 | 1.4% |
| 8 | 1514 | 1.3% |
| Other values (323) | 31736 | |
| (Missing) | 16340 |
| Value | Count | Frequency (%) |
| 1 | 7191 | 6.0% |
| 2 | 162 | 0.1% |
| 3 | 1336 | 1.1% |
| 4 | 47 | < 0.1% |
| 5 | 330 | 0.3% |
| 6 | 3290 | 2.8% |
| 7 | 3539 | 3.0% |
| 8 | 1514 | 1.3% |
| 9 | 31961 | |
| 10 | 260 | 0.2% |
| Value | Count | Frequency (%) |
| 535 | 3 | < 0.1% |
| 531 | 68 | |
| 527 | 35 | |
| 526 | 10 | < 0.1% |
| 510 | 2 | < 0.1% |
| 509 | 10 | < 0.1% |
| 508 | 6 | < 0.1% |
| 502 | 24 | < 0.1% |
| 497 | 1 | < 0.1% |
| 495 | 57 |
company
Real number (ℝ)
MISSING
| Distinct | 352 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 112593 |
| Missing (%) | 94.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 189.26674 |
| Minimum | 6 |
|---|---|
| Maximum | 543 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 62 |
| median | 179 |
| Q3 | 270 |
| 95-th percentile | 435 |
| Maximum | 543 |
| Range | 537 |
| Interquartile range (IQR) | 208 |
Descriptive statistics
| Standard deviation | 131.65501 |
|---|---|
| Coefficient of variation (CV) | 0.69560567 |
| Kurtosis | -0.49079521 |
| Mean | 189.26674 |
| Median Absolute Deviation (MAD) | 111 |
| Skewness | 0.60159967 |
| Sum | 1286446 |
| Variance | 17333.043 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 40 | 927 | 0.8% |
| 223 | 784 | 0.7% |
| 67 | 267 | 0.2% |
| 45 | 250 | 0.2% |
| 153 | 215 | 0.2% |
| 174 | 149 | 0.1% |
| 219 | 141 | 0.1% |
| 281 | 138 | 0.1% |
| 154 | 133 | 0.1% |
| 405 | 119 | 0.1% |
| Other values (342) | 3674 | 3.1% |
| (Missing) | 112593 |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 37 | |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 12 | 14 | < 0.1% |
| 14 | 9 | < 0.1% |
| 16 | 5 | < 0.1% |
| 18 | 1 | < 0.1% |
| 20 | 50 |
| Value | Count | Frequency (%) |
| 543 | 2 | < 0.1% |
| 541 | 1 | < 0.1% |
| 539 | 2 | < 0.1% |
| 534 | 2 | < 0.1% |
| 531 | 1 | < 0.1% |
| 530 | 5 | < 0.1% |
| 528 | 2 | < 0.1% |
| 525 | 15 | |
| 523 | 19 | |
| 521 | 7 | < 0.1% |
days_in_waiting_list
Real number (ℝ)
ZEROS
| Distinct | 128 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3211492 |
| Minimum | 0 |
|---|---|
| Maximum | 391 |
| Zeros | 115692 |
| Zeros (%) | 96.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 391 |
| Range | 391 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 17.594721 |
|---|---|
| Coefficient of variation (CV) | 7.5801767 |
| Kurtosis | 186.79307 |
| Mean | 2.3211492 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.944353 |
| Sum | 277122 |
| Variance | 309.5742 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 115692 | |
| 39 | 227 | 0.2% |
| 58 | 164 | 0.1% |
| 44 | 141 | 0.1% |
| 31 | 127 | 0.1% |
| 35 | 96 | 0.1% |
| 46 | 94 | 0.1% |
| 69 | 89 | 0.1% |
| 63 | 83 | 0.1% |
| 87 | 80 | 0.1% |
| Other values (118) | 2597 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 115692 | |
| 1 | 12 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 59 | < 0.1% |
| 4 | 25 | < 0.1% |
| 5 | 8 | < 0.1% |
| 6 | 16 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 7 | < 0.1% |
| 9 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 391 | 45 | |
| 379 | 15 | < 0.1% |
| 330 | 15 | < 0.1% |
| 259 | 10 | < 0.1% |
| 236 | 35 | |
| 224 | 10 | < 0.1% |
| 223 | 61 | |
| 215 | 21 | < 0.1% |
| 207 | 15 | < 0.1% |
| 193 | 1 | < 0.1% |
customer_type
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| Transient | |
|---|---|
| Transient-Party | |
| Contract | 4076 |
| Group | 577 |
Length
| Max length | 15 |
|---|---|
| Median length | 9 |
| Mean length | 10.209146 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1218870 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Transient |
|---|---|
| 2nd row | Transient |
| 3rd row | Transient |
| 4th row | Transient |
| 5th row | Transient |
Common Values
| Value | Count | Frequency (%) |
| Transient | 89613 | |
| Transient-Party | 25124 | 21.0% |
| Contract | 4076 | 3.4% |
| Group | 577 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| transient | 89613 | |
| transient-party | 25124 | 21.0% |
| contract | 4076 | 3.4% |
| group | 577 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 233550 | |
| t | 148013 | |
| r | 144514 | |
| a | 143937 | |
| T | 114737 | |
| s | 114737 | |
| i | 114737 | |
| e | 114737 | |
| y | 25124 | 2.1% |
| - | 25124 | 2.1% |
| Other values (7) | 39660 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1218870 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 233550 | |
| t | 148013 | |
| r | 144514 | |
| a | 143937 | |
| T | 114737 | |
| s | 114737 | |
| i | 114737 | |
| e | 114737 | |
| y | 25124 | 2.1% |
| - | 25124 | 2.1% |
| Other values (7) | 39660 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1218870 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 233550 | |
| t | 148013 | |
| r | 144514 | |
| a | 143937 | |
| T | 114737 | |
| s | 114737 | |
| i | 114737 | |
| e | 114737 | |
| y | 25124 | 2.1% |
| - | 25124 | 2.1% |
| Other values (7) | 39660 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1218870 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 233550 | |
| t | 148013 | |
| r | 144514 | |
| a | 143937 | |
| T | 114737 | |
| s | 114737 | |
| i | 114737 | |
| e | 114737 | |
| y | 25124 | 2.1% |
| - | 25124 | 2.1% |
| Other values (7) | 39660 | 3.3% |
adr
Real number (ℝ)
ZEROS
| Distinct | 8879 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.83112 |
| Minimum | -6.38 |
|---|---|
| Maximum | 5400 |
| Zeros | 1959 |
| Zeros (%) | 1.6% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | -6.38 |
|---|---|
| 5-th percentile | 38.4 |
| Q1 | 69.29 |
| median | 94.575 |
| Q3 | 126 |
| 95-th percentile | 193.5 |
| Maximum | 5400 |
| Range | 5406.38 |
| Interquartile range (IQR) | 56.71 |
Descriptive statistics
| Standard deviation | 50.53579 |
|---|---|
| Coefficient of variation (CV) | 0.49627059 |
| Kurtosis | 1013.1899 |
| Mean | 101.83112 |
| Median Absolute Deviation (MAD) | 27.825 |
| Skewness | 10.530214 |
| Sum | 12157618 |
| Variance | 2553.8661 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 62 | 3754 | 3.1% |
| 75 | 2715 | 2.3% |
| 90 | 2473 | 2.1% |
| 65 | 2418 | 2.0% |
| 0 | 1959 | 1.6% |
| 80 | 1889 | 1.6% |
| 95 | 1661 | 1.4% |
| 120 | 1607 | 1.3% |
| 100 | 1573 | 1.3% |
| 85 | 1538 | 1.3% |
| Other values (8869) | 97803 |
| Value | Count | Frequency (%) |
| -6.38 | 1 | < 0.1% |
| 0 | 1959 | |
| 0.26 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 1 | 15 | < 0.1% |
| 1.29 | 1 | < 0.1% |
| 1.48 | 1 | < 0.1% |
| 1.56 | 2 | < 0.1% |
| 1.6 | 1 | < 0.1% |
| 1.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5400 | 1 | |
| 510 | 1 | |
| 508 | 1 | |
| 451.5 | 1 | |
| 450 | 1 | |
| 437 | 1 | |
| 426.25 | 1 | |
| 402 | 1 | |
| 397.38 | 1 | |
| 392 | 2 |
required_car_parking_spaces
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| 0 | |
|---|---|
| 1 | 7383 |
| 2 | 28 |
| 3 | 3 |
| 8 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 119390 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 119390 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 111974 | |
| 1 | 7383 | 6.2% |
| 2 | 28 | < 0.1% |
| 3 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
total_of_special_requests
Real number (ℝ)
ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.57136276 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 70318 |
| Zeros (%) | 58.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 932.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.79279842 |
|---|---|
| Coefficient of variation (CV) | 1.387557 |
| Kurtosis | 1.4925648 |
| Mean | 0.57136276 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3491894 |
| Sum | 68215 |
| Variance | 0.62852934 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 70318 | |
| 1 | 33226 | |
| 2 | 12969 | 10.9% |
| 3 | 2497 | 2.1% |
| 4 | 340 | 0.3% |
| 5 | 40 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 70318 | |
| 1 | 33226 | |
| 2 | 12969 | 10.9% |
| 3 | 2497 | 2.1% |
| 4 | 340 | 0.3% |
| 5 | 40 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 40 | < 0.1% |
| 4 | 340 | 0.3% |
| 3 | 2497 | 2.1% |
| 2 | 12969 | 10.9% |
| 1 | 33226 | |
| 0 | 70318 |
reservation_status
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 932.9 KiB |
| Check-Out | |
|---|---|
| Canceled | |
| No-Show | 1207 |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.619474 |
| Min length | 7 |
Characters and Unicode
| Total characters | 1029079 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Check-Out |
|---|---|
| 2nd row | Check-Out |
| 3rd row | Check-Out |
| 4th row | Check-Out |
| 5th row | Check-Out |
Common Values
| Value | Count | Frequency (%) |
| Check-Out | 75166 | |
| Canceled | 43017 | |
| No-Show | 1207 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| check-out | 75166 | |
| canceled | 43017 | |
| no-show | 1207 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 161200 | |
| C | 118183 | |
| c | 118183 | |
| h | 76373 | |
| - | 76373 | |
| u | 75166 | |
| t | 75166 | |
| O | 75166 | |
| k | 75166 | |
| a | 43017 | 4.2% |
| Other values (7) | 135086 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1029079 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 161200 | |
| C | 118183 | |
| c | 118183 | |
| h | 76373 | |
| - | 76373 | |
| u | 75166 | |
| t | 75166 | |
| O | 75166 | |
| k | 75166 | |
| a | 43017 | 4.2% |
| Other values (7) | 135086 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1029079 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 161200 | |
| C | 118183 | |
| c | 118183 | |
| h | 76373 | |
| - | 76373 | |
| u | 75166 | |
| t | 75166 | |
| O | 75166 | |
| k | 75166 | |
| a | 43017 | 4.2% |
| Other values (7) | 135086 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1029079 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 161200 | |
| C | 118183 | |
| c | 118183 | |
| h | 76373 | |
| - | 76373 | |
| u | 75166 | |
| t | 75166 | |
| O | 75166 | |
| k | 75166 | |
| a | 43017 | 4.2% |
| Other values (7) | 135086 |
| adr | adults | agent | arrival_date_day_of_month | arrival_date_month | arrival_date_week_number | arrival_date_year | assigned_room_type | babies | booking_changes | children | company | customer_type | days_in_waiting_list | deposit_type | distribution_channel | hotel | is_canceled | is_repeated_guest | lead_time | market_segment | meal | previous_bookings_not_canceled | previous_cancellations | required_car_parking_spaces | reservation_status | reserved_room_type | stays_in_week_nights | stays_in_weekend_nights | total_of_special_requests | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| adr | 1.000 | 0.280 | -0.049 | 0.027 | 0.001 | 0.074 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.052 | 0.000 | -0.040 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | -0.143 | -0.150 | 0.000 | 0.000 | 0.000 | 0.094 | 0.051 | 0.196 |
| adults | 0.280 | 1.000 | -0.056 | 0.002 | 0.010 | 0.026 | 0.015 | 0.000 | 0.000 | -0.085 | 0.000 | 0.230 | 0.089 | -0.037 | 0.000 | 0.008 | 0.014 | 0.013 | 0.000 | 0.192 | 0.008 | 0.000 | -0.210 | -0.036 | 0.000 | 0.008 | 0.003 | 0.153 | 0.127 | 0.162 |
| agent | -0.049 | -0.056 | 1.000 | 0.005 | 0.083 | -0.057 | 0.091 | 0.133 | 0.026 | 0.091 | 0.058 | 0.226 | 0.125 | -0.019 | 0.119 | 0.209 | 0.817 | 0.086 | 0.076 | -0.123 | 0.222 | 0.185 | 0.060 | -0.168 | 0.131 | 0.064 | 0.143 | 0.170 | 0.131 | 0.015 |
| arrival_date_day_of_month | 0.027 | 0.002 | 0.005 | 1.000 | 0.058 | 0.061 | 0.044 | 0.009 | 0.005 | 0.012 | 0.010 | 0.046 | 0.032 | 0.032 | 0.054 | 0.028 | 0.026 | 0.021 | 0.017 | 0.008 | 0.033 | 0.039 | -0.001 | -0.012 | 0.008 | 0.023 | 0.010 | -0.016 | -0.007 | 0.003 |
| arrival_date_month | 0.001 | 0.010 | 0.083 | 0.058 | 1.000 | 0.801 | 0.429 | 0.027 | 0.016 | 0.010 | 0.069 | 0.217 | 0.103 | 0.060 | 0.101 | 0.069 | 0.070 | 0.070 | 0.075 | 0.132 | 0.088 | 0.089 | 0.017 | 0.032 | 0.018 | 0.065 | 0.045 | 0.037 | 0.046 | 0.053 |
| arrival_date_week_number | 0.074 | 0.026 | -0.057 | 0.061 | 0.801 | 1.000 | 0.424 | 0.028 | 0.014 | 0.008 | 0.062 | -0.058 | 0.106 | -0.004 | 0.095 | 0.064 | 0.067 | 0.066 | 0.075 | 0.113 | 0.081 | 0.080 | -0.043 | 0.087 | 0.017 | 0.061 | 0.042 | 0.026 | 0.026 | 0.019 |
| arrival_date_year | 0.000 | 0.015 | 0.091 | 0.044 | 0.429 | 0.424 | 1.000 | 0.053 | 0.009 | 0.016 | 0.044 | 0.281 | 0.213 | 0.074 | 0.052 | 0.027 | 0.043 | 0.026 | 0.010 | 0.104 | 0.159 | 0.112 | 0.025 | 0.052 | 0.018 | 0.023 | 0.082 | 0.014 | 0.029 | 0.091 |
| assigned_room_type | 0.000 | 0.000 | 0.133 | 0.009 | 0.027 | 0.028 | 0.053 | 1.000 | 0.044 | 0.051 | 0.304 | 0.085 | 0.090 | 0.029 | 0.192 | 0.095 | 0.391 | 0.203 | 0.071 | 0.062 | 0.121 | 0.116 | 0.003 | 0.008 | 0.092 | 0.145 | 0.776 | 0.047 | 0.051 | 0.066 |
| babies | 0.000 | 0.000 | 0.026 | 0.005 | 0.016 | 0.014 | 0.009 | 0.044 | 1.000 | 0.017 | 0.025 | 0.032 | 0.015 | 0.000 | 0.023 | 0.029 | 0.049 | 0.034 | 0.007 | 0.007 | 0.034 | 0.015 | 0.000 | 0.000 | 0.020 | 0.024 | 0.040 | 0.000 | 0.010 | 0.060 |
| booking_changes | 0.005 | -0.085 | 0.091 | 0.012 | 0.010 | 0.008 | 0.016 | 0.051 | 0.017 | 1.000 | 0.018 | 0.176 | 0.028 | -0.019 | 0.029 | 0.027 | 0.040 | 0.048 | 0.000 | -0.008 | 0.020 | 0.011 | 0.031 | -0.073 | 0.016 | 0.034 | 0.014 | 0.064 | 0.040 | 0.042 |
| children | 0.000 | 0.000 | 0.058 | 0.010 | 0.069 | 0.062 | 0.044 | 0.304 | 0.025 | 0.018 | 1.000 | 0.039 | 0.061 | 0.018 | 0.073 | 0.043 | 0.046 | 0.028 | 0.035 | 0.028 | 0.100 | 0.037 | 0.002 | 0.000 | 0.030 | 0.028 | 0.357 | 0.013 | 0.028 | 0.061 |
| company | 0.052 | 0.230 | 0.226 | 0.046 | 0.217 | -0.058 | 0.281 | 0.085 | 0.032 | 0.176 | 0.039 | 1.000 | 0.251 | 0.021 | 0.184 | 0.218 | 0.498 | 0.142 | 0.358 | 0.286 | 0.393 | 0.200 | -0.298 | -0.198 | 0.048 | 0.106 | 0.098 | 0.250 | 0.076 | -0.128 |
| customer_type | 0.000 | 0.089 | 0.125 | 0.032 | 0.103 | 0.106 | 0.213 | 0.090 | 0.015 | 0.028 | 0.061 | 0.251 | 1.000 | 0.078 | 0.098 | 0.079 | 0.052 | 0.136 | 0.105 | 0.122 | 0.276 | 0.139 | 0.014 | 0.009 | 0.041 | 0.097 | 0.109 | 0.080 | 0.088 | 0.097 |
| days_in_waiting_list | -0.040 | -0.037 | -0.019 | 0.032 | 0.060 | -0.004 | 0.074 | 0.029 | 0.000 | -0.019 | 0.018 | 0.021 | 0.078 | 1.000 | 0.127 | 0.027 | 0.087 | 0.068 | 0.024 | 0.153 | 0.078 | 0.062 | -0.019 | 0.116 | 0.034 | 0.050 | 0.028 | 0.012 | -0.075 | -0.123 |
| deposit_type | 0.007 | 0.000 | 0.119 | 0.054 | 0.101 | 0.095 | 0.052 | 0.192 | 0.023 | 0.029 | 0.073 | 0.184 | 0.098 | 0.127 | 1.000 | 0.091 | 0.177 | 0.481 | 0.058 | 0.273 | 0.374 | 0.093 | 0.013 | 0.051 | 0.071 | 0.347 | 0.152 | 0.047 | 0.073 | 0.220 |
| distribution_channel | 0.000 | 0.008 | 0.209 | 0.028 | 0.069 | 0.064 | 0.027 | 0.095 | 0.029 | 0.027 | 0.043 | 0.218 | 0.079 | 0.027 | 0.091 | 1.000 | 0.187 | 0.177 | 0.297 | 0.116 | 0.692 | 0.077 | 0.108 | 0.051 | 0.076 | 0.129 | 0.100 | 0.006 | 0.055 | 0.070 |
| hotel | 0.000 | 0.014 | 0.817 | 0.026 | 0.070 | 0.067 | 0.043 | 0.391 | 0.049 | 0.040 | 0.046 | 0.498 | 0.052 | 0.087 | 0.177 | 0.187 | 1.000 | 0.136 | 0.050 | 0.094 | 0.147 | 0.317 | 0.017 | 0.050 | 0.221 | 0.136 | 0.323 | 0.192 | 0.198 | 0.046 |
| is_canceled | 0.000 | 0.013 | 0.086 | 0.021 | 0.070 | 0.066 | 0.026 | 0.203 | 0.034 | 0.048 | 0.028 | 0.142 | 0.136 | 0.068 | 0.481 | 0.177 | 0.136 | 1.000 | 0.085 | 0.281 | 0.267 | 0.050 | 0.041 | 0.044 | 0.197 | 1.000 | 0.073 | 0.028 | 0.022 | 0.265 |
| is_repeated_guest | 0.000 | 0.000 | 0.076 | 0.017 | 0.075 | 0.075 | 0.010 | 0.071 | 0.007 | 0.000 | 0.035 | 0.358 | 0.105 | 0.024 | 0.058 | 0.297 | 0.050 | 0.085 | 1.000 | 0.134 | 0.347 | 0.060 | 0.320 | 0.185 | 0.078 | 0.086 | 0.037 | 0.017 | 0.082 | 0.040 |
| lead_time | 0.015 | 0.192 | -0.123 | 0.008 | 0.132 | 0.113 | 0.104 | 0.062 | 0.007 | -0.008 | 0.028 | 0.286 | 0.122 | 0.153 | 0.273 | 0.116 | 0.094 | 0.281 | 0.134 | 1.000 | 0.170 | 0.089 | -0.189 | 0.171 | 0.057 | 0.207 | 0.048 | 0.296 | 0.162 | -0.074 |
| market_segment | 0.000 | 0.008 | 0.222 | 0.033 | 0.088 | 0.081 | 0.159 | 0.121 | 0.034 | 0.020 | 0.100 | 0.393 | 0.276 | 0.078 | 0.374 | 0.692 | 0.147 | 0.267 | 0.347 | 0.170 | 1.000 | 0.191 | 0.097 | 0.054 | 0.092 | 0.195 | 0.138 | 0.033 | 0.061 | 0.210 |
| meal | 0.000 | 0.000 | 0.185 | 0.039 | 0.089 | 0.080 | 0.112 | 0.116 | 0.015 | 0.011 | 0.037 | 0.200 | 0.139 | 0.062 | 0.093 | 0.077 | 0.317 | 0.050 | 0.060 | 0.089 | 0.191 | 1.000 | 0.014 | 0.088 | 0.027 | 0.040 | 0.103 | 0.045 | 0.061 | 0.062 |
| previous_bookings_not_canceled | -0.143 | -0.210 | 0.060 | -0.001 | 0.017 | -0.043 | 0.025 | 0.003 | 0.000 | 0.031 | 0.002 | -0.298 | 0.014 | -0.019 | 0.013 | 0.108 | 0.017 | 0.041 | 0.320 | -0.189 | 0.097 | 0.014 | 1.000 | 0.102 | 0.019 | 0.029 | 0.003 | -0.119 | -0.084 | 0.025 |
| previous_cancellations | -0.150 | -0.036 | -0.168 | -0.012 | 0.032 | 0.087 | 0.052 | 0.008 | 0.000 | -0.073 | 0.000 | -0.198 | 0.009 | 0.116 | 0.051 | 0.051 | 0.050 | 0.044 | 0.185 | 0.171 | 0.054 | 0.088 | 0.102 | 1.000 | 0.000 | 0.031 | 0.006 | -0.062 | -0.055 | -0.129 |
| required_car_parking_spaces | 0.000 | 0.000 | 0.131 | 0.008 | 0.018 | 0.017 | 0.018 | 0.092 | 0.020 | 0.016 | 0.030 | 0.048 | 0.041 | 0.034 | 0.071 | 0.076 | 0.221 | 0.197 | 0.078 | 0.057 | 0.092 | 0.027 | 0.019 | 0.000 | 1.000 | 0.139 | 0.079 | 0.017 | 0.015 | 0.044 |
| reservation_status | 0.000 | 0.008 | 0.064 | 0.023 | 0.065 | 0.061 | 0.023 | 0.145 | 0.024 | 0.034 | 0.028 | 0.106 | 0.097 | 0.050 | 0.347 | 0.129 | 0.136 | 1.000 | 0.086 | 0.207 | 0.195 | 0.040 | 0.029 | 0.031 | 0.139 | 1.000 | 0.052 | 0.030 | 0.024 | 0.189 |
| reserved_room_type | 0.000 | 0.003 | 0.143 | 0.010 | 0.045 | 0.042 | 0.082 | 0.776 | 0.040 | 0.014 | 0.357 | 0.098 | 0.109 | 0.028 | 0.152 | 0.100 | 0.323 | 0.073 | 0.037 | 0.048 | 0.138 | 0.103 | 0.003 | 0.006 | 0.079 | 0.052 | 1.000 | 0.044 | 0.054 | 0.075 |
| stays_in_week_nights | 0.094 | 0.153 | 0.170 | -0.016 | 0.037 | 0.026 | 0.014 | 0.047 | 0.000 | 0.064 | 0.013 | 0.250 | 0.080 | 0.012 | 0.047 | 0.006 | 0.192 | 0.028 | 0.017 | 0.296 | 0.033 | 0.045 | -0.119 | -0.062 | 0.017 | 0.030 | 0.044 | 1.000 | 0.238 | 0.076 |
| stays_in_weekend_nights | 0.051 | 0.127 | 0.131 | -0.007 | 0.046 | 0.026 | 0.029 | 0.051 | 0.010 | 0.040 | 0.028 | 0.076 | 0.088 | -0.075 | 0.073 | 0.055 | 0.198 | 0.022 | 0.082 | 0.162 | 0.061 | 0.061 | -0.084 | -0.055 | 0.015 | 0.024 | 0.054 | 0.238 | 1.000 | 0.079 |
| total_of_special_requests | 0.196 | 0.162 | 0.015 | 0.003 | 0.053 | 0.019 | 0.091 | 0.066 | 0.060 | 0.042 | 0.061 | -0.128 | 0.097 | -0.123 | 0.220 | 0.070 | 0.046 | 0.265 | 0.040 | -0.074 | 0.210 | 0.062 | 0.025 | -0.129 | 0.044 | 0.189 | 0.075 | 0.076 | 0.079 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| hotel | is_canceled | lead_time | arrival_date_year | arrival_date_month | arrival_date_week_number | arrival_date_day_of_month | stays_in_weekend_nights | stays_in_week_nights | adults | children | babies | meal | country | market_segment | distribution_channel | is_repeated_guest | previous_cancellations | previous_bookings_not_canceled | reserved_room_type | assigned_room_type | booking_changes | deposit_type | agent | company | days_in_waiting_list | customer_type | adr | required_car_parking_spaces | total_of_special_requests | reservation_status | reservation_status_date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Resort Hotel | 0 | 342 | 2015 | July | 27 | 1 | 0 | 0 | 2 | 0.0 | 0 | BB | PRT | Direct | Direct | 0 | 0 | 0 | C | C | 3 | No Deposit | NaN | NaN | 0 | Transient | 0.0 | 0 | 0 | Check-Out | 2015-07-01 |
| 1 | Resort Hotel | 0 | 737 | 2015 | July | 27 | 1 | 0 | 0 | 2 | 0.0 | 0 | BB | PRT | Direct | Direct | 0 | 0 | 0 | C | C | 4 | No Deposit | NaN | NaN | 0 | Transient | 0.0 | 0 | 0 | Check-Out | 2015-07-01 |
| 2 | Resort Hotel | 0 | 7 | 2015 | July | 27 | 1 | 0 | 1 | 1 | 0.0 | 0 | BB | GBR | Direct | Direct | 0 | 0 | 0 | A | C | 0 | No Deposit | NaN | NaN | 0 | Transient | 75.0 | 0 | 0 | Check-Out | 2015-07-02 |
| 3 | Resort Hotel | 0 | 13 | 2015 | July | 27 | 1 | 0 | 1 | 1 | 0.0 | 0 | BB | GBR | Corporate | Corporate | 0 | 0 | 0 | A | A | 0 | No Deposit | 304.0 | NaN | 0 | Transient | 75.0 | 0 | 0 | Check-Out | 2015-07-02 |
| 4 | Resort Hotel | 0 | 14 | 2015 | July | 27 | 1 | 0 | 2 | 2 | 0.0 | 0 | BB | GBR | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 240.0 | NaN | 0 | Transient | 98.0 | 0 | 1 | Check-Out | 2015-07-03 |
| 5 | Resort Hotel | 0 | 14 | 2015 | July | 27 | 1 | 0 | 2 | 2 | 0.0 | 0 | BB | GBR | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 240.0 | NaN | 0 | Transient | 98.0 | 0 | 1 | Check-Out | 2015-07-03 |
| 6 | Resort Hotel | 0 | 0 | 2015 | July | 27 | 1 | 0 | 2 | 2 | 0.0 | 0 | BB | PRT | Direct | Direct | 0 | 0 | 0 | C | C | 0 | No Deposit | NaN | NaN | 0 | Transient | 107.0 | 0 | 0 | Check-Out | 2015-07-03 |
| 7 | Resort Hotel | 0 | 9 | 2015 | July | 27 | 1 | 0 | 2 | 2 | 0.0 | 0 | FB | PRT | Direct | Direct | 0 | 0 | 0 | C | C | 0 | No Deposit | 303.0 | NaN | 0 | Transient | 103.0 | 0 | 1 | Check-Out | 2015-07-03 |
| 8 | Resort Hotel | 1 | 85 | 2015 | July | 27 | 1 | 0 | 3 | 2 | 0.0 | 0 | BB | PRT | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 240.0 | NaN | 0 | Transient | 82.0 | 0 | 1 | Canceled | 2015-05-06 |
| 9 | Resort Hotel | 1 | 75 | 2015 | July | 27 | 1 | 0 | 3 | 2 | 0.0 | 0 | HB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | D | D | 0 | No Deposit | 15.0 | NaN | 0 | Transient | 105.5 | 0 | 0 | Canceled | 2015-04-22 |
| hotel | is_canceled | lead_time | arrival_date_year | arrival_date_month | arrival_date_week_number | arrival_date_day_of_month | stays_in_weekend_nights | stays_in_week_nights | adults | children | babies | meal | country | market_segment | distribution_channel | is_repeated_guest | previous_cancellations | previous_bookings_not_canceled | reserved_room_type | assigned_room_type | booking_changes | deposit_type | agent | company | days_in_waiting_list | customer_type | adr | required_car_parking_spaces | total_of_special_requests | reservation_status | reservation_status_date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119380 | City Hotel | 0 | 44 | 2017 | August | 35 | 31 | 1 | 3 | 2 | 0.0 | 0 | SC | DEU | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 9.0 | NaN | 0 | Transient | 140.75 | 0 | 1 | Check-Out | 2017-09-04 |
| 119381 | City Hotel | 0 | 188 | 2017 | August | 35 | 31 | 2 | 3 | 2 | 0.0 | 0 | BB | DEU | Direct | Direct | 0 | 0 | 0 | A | A | 0 | No Deposit | 14.0 | NaN | 0 | Transient | 99.00 | 0 | 0 | Check-Out | 2017-09-05 |
| 119382 | City Hotel | 0 | 135 | 2017 | August | 35 | 30 | 2 | 4 | 3 | 0.0 | 0 | BB | JPN | Online TA | TA/TO | 0 | 0 | 0 | G | G | 0 | No Deposit | 7.0 | NaN | 0 | Transient | 209.00 | 0 | 0 | Check-Out | 2017-09-05 |
| 119383 | City Hotel | 0 | 164 | 2017 | August | 35 | 31 | 2 | 4 | 2 | 0.0 | 0 | BB | DEU | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 42.0 | NaN | 0 | Transient | 87.60 | 0 | 0 | Check-Out | 2017-09-06 |
| 119384 | City Hotel | 0 | 21 | 2017 | August | 35 | 30 | 2 | 5 | 2 | 0.0 | 0 | BB | BEL | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 394.0 | NaN | 0 | Transient | 96.14 | 0 | 2 | Check-Out | 2017-09-06 |
| 119385 | City Hotel | 0 | 23 | 2017 | August | 35 | 30 | 2 | 5 | 2 | 0.0 | 0 | BB | BEL | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 394.0 | NaN | 0 | Transient | 96.14 | 0 | 0 | Check-Out | 2017-09-06 |
| 119386 | City Hotel | 0 | 102 | 2017 | August | 35 | 31 | 2 | 5 | 3 | 0.0 | 0 | BB | FRA | Online TA | TA/TO | 0 | 0 | 0 | E | E | 0 | No Deposit | 9.0 | NaN | 0 | Transient | 225.43 | 0 | 2 | Check-Out | 2017-09-07 |
| 119387 | City Hotel | 0 | 34 | 2017 | August | 35 | 31 | 2 | 5 | 2 | 0.0 | 0 | BB | DEU | Online TA | TA/TO | 0 | 0 | 0 | D | D | 0 | No Deposit | 9.0 | NaN | 0 | Transient | 157.71 | 0 | 4 | Check-Out | 2017-09-07 |
| 119388 | City Hotel | 0 | 109 | 2017 | August | 35 | 31 | 2 | 5 | 2 | 0.0 | 0 | BB | GBR | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 89.0 | NaN | 0 | Transient | 104.40 | 0 | 0 | Check-Out | 2017-09-07 |
| 119389 | City Hotel | 0 | 205 | 2017 | August | 35 | 29 | 2 | 7 | 2 | 0.0 | 0 | HB | DEU | Online TA | TA/TO | 0 | 0 | 0 | A | A | 0 | No Deposit | 9.0 | NaN | 0 | Transient | 151.20 | 0 | 2 | Check-Out | 2017-09-07 |
Most frequently occurring
| hotel | is_canceled | lead_time | arrival_date_year | arrival_date_month | arrival_date_week_number | arrival_date_day_of_month | stays_in_weekend_nights | stays_in_week_nights | adults | children | babies | meal | country | market_segment | distribution_channel | is_repeated_guest | previous_cancellations | previous_bookings_not_canceled | reserved_room_type | assigned_room_type | booking_changes | deposit_type | agent | company | days_in_waiting_list | customer_type | adr | required_car_parking_spaces | total_of_special_requests | reservation_status | reservation_status_date | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5407 | City Hotel | 1 | 277 | 2016 | November | 46 | 7 | 1 | 2 | 2 | 0.0 | 0 | BB | PRT | Groups | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | NaN | NaN | 0 | Transient | 100.0 | 0 | 0 | Canceled | 2016-04-04 | 180 |
| 4183 | City Hotel | 1 | 68 | 2016 | February | 8 | 17 | 0 | 2 | 2 | 0.0 | 0 | BB | PRT | Groups | TA/TO | 0 | 1 | 0 | A | A | 0 | Non Refund | 37.0 | NaN | 0 | Transient | 75.0 | 0 | 0 | Canceled | 2016-01-06 | 150 |
| 5077 | City Hotel | 1 | 188 | 2016 | June | 25 | 15 | 0 | 2 | 1 | 0.0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 119.0 | NaN | 39 | Transient | 130.0 | 0 | 0 | Canceled | 2016-01-18 | 109 |
| 4881 | City Hotel | 1 | 158 | 2016 | May | 22 | 24 | 0 | 2 | 1 | 0.0 | 0 | BB | PRT | Groups | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 37.0 | NaN | 31 | Transient | 130.0 | 0 | 0 | Canceled | 2016-01-18 | 101 |
| 3852 | City Hotel | 1 | 34 | 2015 | December | 50 | 8 | 0 | 2 | 1 | 0.0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 1 | 0 | A | A | 0 | Non Refund | 19.0 | NaN | 0 | Transient | 90.0 | 0 | 0 | Canceled | 2015-11-17 | 100 |
| 3794 | City Hotel | 1 | 28 | 2017 | March | 9 | 2 | 0 | 3 | 2 | 0.0 | 0 | BB | PRT | Groups | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | NaN | NaN | 0 | Transient | 95.0 | 0 | 0 | Canceled | 2017-02-02 | 99 |
| 3908 | City Hotel | 1 | 38 | 2017 | January | 2 | 14 | 0 | 1 | 1 | 0.0 | 0 | BB | PRT | Corporate | Corporate | 0 | 0 | 0 | A | A | 0 | Non Refund | NaN | 67.0 | 0 | Transient | 75.0 | 0 | 0 | Canceled | 2016-12-07 | 99 |
| 4874 | City Hotel | 1 | 156 | 2017 | April | 17 | 26 | 0 | 3 | 2 | 0.0 | 0 | BB | PRT | Groups | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 37.0 | NaN | 0 | Transient | 100.0 | 0 | 0 | Canceled | 2016-11-21 | 99 |
| 4207 | City Hotel | 1 | 71 | 2016 | June | 25 | 14 | 0 | 3 | 1 | 0.0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 236.0 | NaN | 0 | Transient | 120.0 | 0 | 0 | Canceled | 2016-04-27 | 89 |
| 4941 | City Hotel | 1 | 166 | 2016 | November | 45 | 1 | 0 | 3 | 1 | 0.0 | 0 | BB | PRT | Offline TA/TO | TA/TO | 0 | 0 | 0 | A | A | 0 | Non Refund | 236.0 | NaN | 0 | Transient | 110.0 | 0 | 0 | Canceled | 2016-07-13 | 85 |